The phone rang, jolting Emily. She nearly jumped out of her skin. She fumbled for it, her heart hammering against her ribs. It was her mother. Emily forced a smile into her voice, the strain evident despite her best efforts. "Everything's fine," she chirped, but her voice was tight.

Her hands were clammy as she hung up. The rejection email from the publisher remained unopened. She glanced at the clock, then at the half-finished cup of tea growing cold on her desk. She’d promised herself she’d tackle it after tea. After all, the manuscript was more than a manuscript; it was her heart.

Emotion: worried

Cluster: Fear / Anxiety
PC1 (Valence): -2.02 Negative
PC2 (Disposition): -0.43

Role in Research

This story is one of 1,000 stories generated for the emotion worried. During extraction, it was fed through Gemma4-31B and its hidden state activations were captured at 11 layers.

The mean activation across all 1,000 worried stories, after denoising with neutral dialogue baselines, produces the worried emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the worried vector is projected through the unembedding matrix.

Promoted:
worse0.285
S0.279
😰0.277
😣0.269
Worse0.250
Suppressed:
la-0.476
de-0.432
🎉-0.233
happy-0.231
"-0.228